diff --git a/client/test/widget/stats_page_test.dart b/client/test/widget/stats_page_test.dart
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+// stats_page_test.dart — 问题① 前端统计「上屏数值对不对」widget 级断言。
+//
+// 闭合最初诉求「统计准不准」的前端那一半:后端记账已 L4 e2e,前端此前只到
+// 解析单测(device_usage_test/format_test)——解析对 ≠ 渲染对。本测试把一份
+// **真实形态的后端响应**(/v1/me·/v1/usage·/v1/usage/devices)经真 ApiClient→
+// AccountApi→provider 链(连带测 JSON 解析)喂给 StatsPage,断言指标卡/周柱/
+// 分设备行上屏的数字是对的。注入 MockClient 不打真网络。
+import 'dart:convert';
+
+import 'package:flutter/material.dart';
+import 'package:flutter_riverpod/flutter_riverpod.dart';
+import 'package:flutter_test/flutter_test.dart';
+import 'package:http/http.dart' as http;
+import 'package:http/testing.dart';
+import 'package:pangolin_vpn/bridge/vpn_bridge_mock.dart';
+import 'package:pangolin_vpn/bridge/vpn_bridge_provider.dart';
+import 'package:pangolin_vpn/l10n/strings_zh.dart';
+import 'package:pangolin_vpn/models/node.dart';
+import 'package:pangolin_vpn/pangolin_theme.dart';
+import 'package:pangolin_vpn/screens/stats_page.dart';
+import 'package:pangolin_vpn/services/api_client.dart';
+import 'package:pangolin_vpn/services/token_store.dart';
+import 'package:pangolin_vpn/state/account_providers.dart';
+import 'package:pangolin_vpn/state/auth_provider.dart';
+import 'package:pangolin_vpn/state/nodes_provider.dart';
+import 'package:pangolin_vpn/widgets/device_stat_row.dart';
+import 'package:pangolin_vpn/widgets/metric_card.dart';
+
+import '../helpers/harness.dart';
+
+const int _giB = 1024 * 1024 * 1024;
+
+/// 已登录的 TokenStore 替身:让 authProvider.isLoggedIn=true,
+/// 否则 me/usage/deviceUsage provider 会因未登录短路返回空。
+class _LoggedInTokenStore implements TokenStore {
+  const _LoggedInTokenStore();
+  @override
+  Future<String?> loadAccessToken() async => 'test-token';
+  @override
+  Future<String?> loadRefreshToken() async => null;
+  @override
+  Future<void> saveTokens({required String access, required String refresh}) async {}
+  @override
+  Future<void> clear() async {}
+  @override
+  Future<void> markOnboarded() async {}
+  @override
+  Future<bool> isOnboarded() async => true;
+  @override
+  Future<void> saveLastEmail(String email) async {}
+  @override
+  Future<String?> loadLastEmail() async => null;
+}
+
+// 真实形态后端响应(字段面对照 api_contract_test.dart 的冻结样本)。
+final Map<String, dynamic> _meJson = {
+  'email': 'u@test.local',
+  'plan': 'free',
+  'devices_used': 2,
+  'devices_max': 5,
+  'weekly_gb': [0.1, 0.2, 0.0, 1.0, 2.0, 0.5, 1.5],
+};
+
+// 两天用量:总 3.0 GB、总 120 分钟(2.0 h)。
+final Map<String, dynamic> _usageJson = {
+  'points': [
+    {'date': '2026-06-24', 'bytes_up': _giB, 'bytes_down': _giB, 'minutes_used': 90},
+    {'date': '2026-06-25', 'bytes_up': _giB ~/ 2, 'bytes_down': _giB ~/ 2, 'minutes_used': 30},
+  ],
+};
+
+// 两台设备:iPhone 2.0GB/2.0h、MacBook 1.0GB/1.0h。
+final Map<String, dynamic> _devicesJson = {
+  'devices': [
+    {'uuid': 'd1', 'name': 'iPhone', 'platform': 'ios', 'bytes_up': _giB, 'bytes_down': _giB, 'minutes_used': 120},
+    {'uuid': 'd2', 'name': 'MacBook', 'platform': 'macos', 'bytes_up': _giB ~/ 2, 'bytes_down': _giB ~/ 2, 'minutes_used': 60},
+  ],
+};
+
+MockClient _statsMockClient() => MockClient((req) async {
+      switch (req.url.path) {
+        case '/v1/me':
+          return http.Response(jsonEncode(_meJson), 200);
+        case '/v1/usage/devices':
+          return http.Response(jsonEncode(_devicesJson), 200);
+        case '/v1/usage':
+          return http.Response(jsonEncode(_usageJson), 200);
+        default:
+          return http.Response('{}', 404);
+      }
+    });
+
+/// 排空 token 加载 → provider 取数(MockClient 异步)的链路。
+Future<void> _drain(WidgetTester tester) async {
+  for (var i = 0; i < 8; i++) {
+    await tester.pump(const Duration(milliseconds: 20));
+  }
+}
+
+Finder _metricCard(String label, String value) => find.byWidgetPredicate(
+      (w) => w is MetricCard && w.label == label && w.value == value,
+    );
+
+void main() {
+  setUpAll(disableGoogleFontsFetching);
+  const t = StringsZh();
+
+  testWidgets('统计页:真实响应经解析后,指标卡/周柱/分设备数值上屏正确', (tester) async {
+    await tester.binding.setSurfaceSize(const Size(440, 1400));
+    addTearDown(() => tester.binding.setSurfaceSize(null));
+
+    await tester.pumpWidget(ProviderScope(
+      overrides: [
+        tokenStoreProvider.overrideWithValue(const _LoggedInTokenStore()),
+        apiClientProvider.overrideWithValue(ApiClient(
+          baseUrl: 'http://test.local',
+          getToken: () => 'test-token',
+          refresh: () async => false,
+          client: _statsMockClient(),
+        )),
+        // 生效节点 ping=42;未连接 → 延迟取节点 ping。
+        effectiveNodeProvider.overrideWithValue(
+          const Node(code: 'HK', nameZh: '香港', nameEn: 'Hong Kong', ping: 42, uuid: 'hk-01'),
+        ),
+        // 假桥:让 connection/vpnStats provider 不触原生(且不自动连接 → 未连接态)。
+        vpnBridgeProvider.overrideWithValue(VpnBridgeMock()),
+      ],
+      child: MaterialApp(
+        debugShowCheckedModeBanner: false,
+        theme: PangolinTheme.light,
+        home: const Scaffold(body: StatsPage(isWide: true)),
+      ),
+    ));
+    await _drain(tester);
+
+    // ── 指标卡:本月流量 ΣgbTotal=3.0、本月时长 Σmin/60=2.0、延迟=节点 ping 42 ──
+    expect(_metricCard(t.trafficMonth, '3.0'), findsOneWidget, reason: '本月流量 = 2.0+1.0 GB');
+    expect(_metricCard(t.durMonth, '2.0'), findsOneWidget, reason: '本月时长 = 120min/60');
+    expect(_metricCard(t.avgPing, '42'), findsOneWidget, reason: '未连接 → 延迟取节点 ping');
+
+    // ── 周柱:7 根来自 me.weekly_gb,取两个唯一值核对(普通 Text 可 find.text)──
+    expect(find.text('0.1'), findsOneWidget, reason: 'weekly_gb[0]');
+    expect(find.text('1.5'), findsOneWidget, reason: 'weekly_gb[6]');
+
+    // ── 分设备:2 行,每行流量/时长正确 ──
+    expect(find.byType(DeviceStatRow), findsNWidgets(2));
+    expect(
+      find.byWidgetPredicate((w) =>
+          w is DeviceStatRow && w.name == 'iPhone' && w.gbText == '2.0' && w.hoursText == '2.0'),
+      findsOneWidget,
+    );
+    expect(
+      find.byWidgetPredicate((w) =>
+          w is DeviceStatRow && w.name == 'MacBook' && w.gbText == '1.0' && w.hoursText == '1.0'),
+      findsOneWidget,
+    );
+  });
+}